The paper firstly introduces the connotation of cluster analysis and ant colony algorithm, then proposes ant colony clustering analysis method. According to the clustering characteristics of the ant finding the way, the data object is seen as an ant, the corresponding cluster center is seen as a food source, the attribution of data object is determined using comprehensive evaluation value as the transition probabilities. The result shows that this clustering method is reasonable, effective and reliable.